1 Tekrarlanabilir Analiz ve Rapor

1.2 Replication Crisis


2 RStudio ile proje oluştur


3 R Notebook

3.1 R Notebook


3.2 R Notebook


3.3 RNotebook vs RMarkdown

https://youtu.be/zNzZ1PfUDNk


4 R Markdown

4.1 R Markdown: The Definitive Guide

https://bookdown.org/yihui/rmarkdown/

Hem kendi kodları hem de html kodları yazılabilir.


4.2 R Markdown syntax

https://gist.github.com/MinhasKamal/7fdebb7c424d23149140


4.3 Remedy


4.3.1 Remedy


4.6 Use R Markdown

  • render markdown via code

inside R

markdown::markdownToHTML('markdown_example.md', 
'markdown_example.html')

command line

R -e "markdown::markdownToHTML('markdown_example.md',
'markdown_example.html')"

4.7 Use R Markdown

  • pandoc Rstudio integration

command line

export PATH=$PATH:/Applications/RStudio.app/Contents/MacOS/pandoc
R -e "rmarkdown::render('markdown_example.md')"

4.8 Use R Markdown

{r, results='asis'}
 iris %>%
  tibble::as_tibble() %>%
  details::details(summary = 'tibble')

4.9 Use R Markdown

  • Keeping Credentials Secret with Keyrings in R

https://ras44.github.io/blog/2019/01/19/keeping-credentials-secret-with-keyrings-in-r.html

  • How to build a website with Blogdown in R

http://www.storybench.org/how-to-build-a-website-with-blogdown-in-r/


5 Chunk Options

{r global_options, include=FALSE}
knitr::opts_chunk$set(fig.width = 12, fig.height = 8, fig.path = 'Figs/', echo = FALSE, warning = FALSE, message = FALSE, error = FALSE, eval = TRUE, tidy = TRUE, comment = NA)

6 R Markdown örneği

suppressPackageStartupMessages(library("tidyverse"))
suppressPackageStartupMessages(library("survival"))
suppressPackageStartupMessages(library("finalfit"))

7 R Markdown örneği

# data("colon_s")
# colon_s
# 
# writexl::write_xlsx(x = colon_s,
#                     path = "data/colon_s.xlsx",
#                     col_names = TRUE,
#                     format_headers = TRUE)

8 R Markdown örneği

summarytools::what.is(x = lung, 
                      show.all = TRUE, 
                      ignore.size.warn = TRUE)

9 R Markdown örneği

summarytools descriptives


10 R Markdown örneği

recode


11 R Markdown örneği

crosstables


12 R Markdown örneği

survival


13 Güncellemeler olunca kodlar çalışacak mı?


13.1 Paket Kütüphaneleri

  • packrat

  • renv

https://environments.rstudio.com


13.2 Docker

  • docker

13.3 Yeni R sürümleri

  • RSwitch

https://rud.is/rswitch/

  • Using RSwitch

https://rud.is/rswitch/guide/

: scale 30%


14 Yedeklemeyi nasıl yapacağız

14.1 Save Final Data

{r}
saved data after analysis to `mydata.xlsx`.

save.image(file = here::here("data", "mydata_work_space.RData"))

readr::write_rds(x = mydata, path = here::here("data", "mydata_afteranalysis.rds"))

saveRDS(object = mydata, file = here::here("data", "mydata.rds"))

writexl::write_xlsx(mydata, here::here("data", "mydata.xlsx"))

paste0(rownames(file.info(here::here("data", "mydata.xlsx"))), " : ", file.info(here::here("data", "mydata.xlsx"))$ctime)

14.2 GitHub

{r github push}
CommitMessage <- paste("updated on ", Sys.time(), sep = "")
wd <- getwd()
gitCommand <- paste("cd ", 
                    wd,
                    " \n git add . \n git commit --message '",
                    CommitMessage,
                    "' \n git push origin master \n",
                    sep = ""
                    )
system(command = gitCommand,
       intern = TRUE
)

14.3 GitHub Yedekleme

CommitMessage <- paste("updated on ", Sys.time(), sep = "")
wd <- getwd()
gitCommand <- paste("cd ", 
                    wd,
                    " \n git add . \n git commit --message '",
                    CommitMessage,
                    "' \n git push origin master \n",
                    sep = ""
                    )

system(command = gitCommand,
       intern = TRUE
)

15 Her dökümanın sonuna kullandığınız kütüphaneler için atıf yazdırabilirsiniz

{r library citation, echo=TRUE}
citation()

16 Libraries Used

citation()

17 Her dökümanın sonuna oturum detaylarınızı yazdırabilirsiniz

{r session info, echo=TRUE}
sessionInfo()

18 Session Info

sessionInfo()

19 Sonraki Konular

  • RStudio ile GitHub kullanımı

21 Geri Bildirim




  1. Bu bir derlemedir, mümkün mertebe alıntılara linklerle referans vermeye çalıştım.↩︎

---
title: R, RStudio ve RMarkdown ile Tekrarlanabilir Rapor^[Bu bir derlemedir, mümkün mertebe alıntılara linklerle referans vermeye çalıştım.]
author: "[Serdar Balcı, MD, Pathologist](https://sbalci.github.io/)"
institute: "[serdarbalci.com](https://www.serdarbalci.com)"
date: "`r format(Sys.Date())`"
output:
  revealjs::revealjs_presentation:
    incremental: true
    theme: sky
    highlight: pygments
    center: false
    smart: true
    transition: fade
    self_contained: true
    ig_width: 7
    fig_height: 6
    fig_caption: true
    reveal_options:
      slideNumber: true
      previewLinks: true
  rmdshower::shower_presentation:
  html_notebook:
    fig_caption: yes
    highlight: kate
    number_sections: yes
    theme: flatly
    toc: yes
    toc_depth: 5
    toc_float: yes
  xaringan::moon_reader:
    lib_dir: libs
    nature:
      beforeInit: ["macros.js", "https://platform.twitter.com/widgets.js"]
      highlightStyle: github
      highlightLines: true
      countIncrementalSlides: false
    self_contained: true
  prettydoc::html_pretty:
    theme: leonids
    highlight: github
  pdf_document:
    toc: yes
    toc_depth: '5'
  html_document:
    fig_caption: yes
    keep_md: yes
    toc: yes
    toc_depth: 5
    toc_float: yes
editor_options: 
  chunk_output_type: inline
---


```{r global_options, include=FALSE}
knitr::opts_chunk$set(fig.width = 12, fig.height = 8, fig.path = 'Figs/', echo = FALSE, warning = FALSE, message = FALSE, error = FALSE, eval = TRUE, tidy = TRUE, comment = NA, cache = TRUE)
```

```{r eval=FALSE, include=FALSE}
# xaringan::inf_mr()
# servr::daemon_stop(1)
# servr::daemon_stop(2)
```



# Tekrarlanabilir Analiz ve Rapor

## Replication Crisis

![](figures/replicationCrisis.png)
https://en.wikipedia.org/wiki/Replication_crisis


---



## Replication Crisis

[![](figures/geneNamesExcel.png)](https://genomebiology.biomedcentral.com/articles/10.1186/s13059-016-1044-7)


---

# RStudio ile proje oluştur



![](images/RStudio-NewProject.gif)



---

# R Notebook  



## R Notebook  


![](images/RNotebook1.gif)

---

## R Notebook  


![](images/RNotebook2.gif)




---


## RNotebook vs RMarkdown  


<iframe width="560" height="315" src="https://www.youtube.com/embed/zNzZ1PfUDNk" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>  



https://youtu.be/zNzZ1PfUDNk




---

# R Markdown


## R Markdown: The Definitive Guide

https://bookdown.org/yihui/rmarkdown/

Hem kendi kodları hem de html kodları yazılabilir.


---

## R Markdown syntax

https://gist.github.com/MinhasKamal/7fdebb7c424d23149140


<script src="https://gist.github.com/MinhasKamal/7fdebb7c424d23149140.js"></script>



---

## Remedy  

[<img src="https://raw.githubusercontent.com/ThinkR-open/remedy/master/reference/figures/thinkr-hex-remedy.png" width=250px>](https://github.com/ThinkR-open/remedy)


---

### Remedy  

[<img src="https://raw.githubusercontent.com/ThinkR-open/remedy/master/reference/figures/remedy_example.gif" width=500px>](https://github.com/ThinkR-open/remedy)



---

## Use R Markdown


https://andrewbtran.github.io/NICAR/2018/workflow/docs/02-rmarkdown.html

- Troubleshooting in R Markdown

https://smithcollege-sds.github.io/sds-public/rmarkdown_problems.html


---

## Use R Markdown

http://kbroman.org/knitr_knutshell/pages/Rmarkdown.html

- Knitr & R Markdown

https://kbroman.org/knitr_knutshell/pages/overview.html

https://kbroman.org/knitr_knutshell/pages/Rmarkdown.html

https://kbroman.org/knitr_knutshell/pages/markdown.html


---

## Use R Markdown

- render markdown via code

*inside R*

```
markdown::markdownToHTML('markdown_example.md', 
'markdown_example.html')
```

*command line*

```
R -e "markdown::markdownToHTML('markdown_example.md',
'markdown_example.html')"
```


---

## Use R Markdown


- pandoc Rstudio integration

*command line*

```
export PATH=$PATH:/Applications/RStudio.app/Contents/MacOS/pandoc
```


```
R -e "rmarkdown::render('markdown_example.md')"
```




<!-- --- -->

<!-- ## Use R Markdown -->

<!-- https://onp4.com/ -->

<!-- ``` -->
<!-- csv {headers: true, title: "**Drawing Tables In Markdown**"} -->
<!-- Name, Surname, Known As, Age -->
<!-- Marcelo, David, coldzera, 22 -->
<!-- Oleksandr, Kostyliev, s1mple, 19 -->
<!-- Nikola, Kovač, NiKo, 20 -->
<!-- Richard, Papillon, shox, 25 -->
<!-- Nicolai, Reedtz, dev1ce, 21 -->
<!-- ``` -->

<!-- ``` -->
<!-- {pgn} -->
<!-- [Event "Bled-Zagreb-Belgrade Candidates"] -->
<!-- [Site "Bled, Zagreb & Belgrade YUG"] -->
<!-- [Date "1959.10.11"] -->
<!-- [Round "20"] -->
<!-- [Result "1-0"] -->
<!-- [White "Mikhail Tal"] -->
<!-- [Black "Robert James Fischer"] -->

<!-- 1. d4 Nf6 2. c4 g6 3. Nc3 Bg7 4. e4 d6 5.                -->
<!-- Be2 O-O 6. Nf3 e5 7. d5 Nbd7 8. Bg5 h6 9.  -->
<!-- Bh4 a6 10. O-O Qe8 11. Nd2 Nh7 12. b4 Bf6  -->
<!-- 13. Bxf6 Nhxf6 14. Nb3 Qe7 15. Qd2 Kh7 16.  -->
<!-- Qe3 Ng8 17. c5 f5 18. exf5 gxf5 19. f4 exf4  -->
<!-- 20. Qxf4 dxc5 21. Bd3 cxb4 22. Rae1 Qf6 23.  -->
<!-- Re6 Qxc3 24. Bxf5+ Rxf5 25. Qxf5+ Kh8 26.  -->
<!-- Rf3 Qb2 27. Re8 Nf6 28. Qxf6+ Qxf6 29. Rxf6  -->
<!-- Kg7 30. Rff8 Ne7 31. Na5 h5 32. h4 Rb8 33.  -->
<!-- Nc4 b5 34. Ne5 1-0 -->
<!-- ``` -->


---

## Use R Markdown

```
{r, results='asis'}
 iris %>%
  tibble::as_tibble() %>%
  details::details(summary = 'tibble')
```


---

## Use R Markdown

- Keeping Credentials Secret with Keyrings in R

https://ras44.github.io/blog/2019/01/19/keeping-credentials-secret-with-keyrings-in-r.html

- How to build a website with Blogdown in R

http://www.storybench.org/how-to-build-a-website-with-blogdown-in-r/

---

# Chunk Options


```
{r global_options, include=FALSE}
knitr::opts_chunk$set(fig.width = 12, fig.height = 8, fig.path = 'Figs/', echo = FALSE, warning = FALSE, message = FALSE, error = FALSE, eval = TRUE, tidy = TRUE, comment = NA)
```

---

# R Markdown örneği

```{r}
suppressPackageStartupMessages(library("tidyverse"))
suppressPackageStartupMessages(library("survival"))
suppressPackageStartupMessages(library("finalfit"))
```

---

# R Markdown örneği


```{r}
data("cancer")
cancer
# foreign::write.foreign(df = cancer,
#                        datafile = "data/cancer.sav",
#                        codefile = "data/cancer.spo",
#                        package = "SPSS"
#                        )
```


```{r}
data("lung")
lung
```


```{r}
# data("colon_s")
# colon_s
# 
# writexl::write_xlsx(x = colon_s,
#                     path = "data/colon_s.xlsx",
#                     col_names = TRUE,
#                     format_headers = TRUE)

```



---

# R Markdown örneği

```{r warning=FALSE}
summarytools::what.is(x = lung, 
                      show.all = TRUE, 
                      ignore.size.warn = TRUE)
```


---

# R Markdown örneği

summarytools
descriptives


---

# R Markdown örneği

recode



---

# R Markdown örneği

crosstables

---

# R Markdown örneği


survival


---

# Güncellemeler olunca kodlar çalışacak mı?


---


## Paket Kütüphaneleri

- packrat

- renv

https://environments.rstudio.com


---


## Docker


- docker

---

## Yeni R sürümleri 

- RSwitch

https://rud.is/rswitch/

- Using RSwitch

https://rud.is/rswitch/guide/


![: scale 30%](https://rud.is/rswitch/guide/menu-info.png)



---

# Yedeklemeyi nasıl yapacağız


## Save Final Data


```
{r}
saved data after analysis to `mydata.xlsx`.

save.image(file = here::here("data", "mydata_work_space.RData"))

readr::write_rds(x = mydata, path = here::here("data", "mydata_afteranalysis.rds"))

saveRDS(object = mydata, file = here::here("data", "mydata.rds"))

writexl::write_xlsx(mydata, here::here("data", "mydata.xlsx"))

paste0(rownames(file.info(here::here("data", "mydata.xlsx"))), " : ", file.info(here::here("data", "mydata.xlsx"))$ctime)

```




## GitHub  

```
{r github push}
CommitMessage <- paste("updated on ", Sys.time(), sep = "")
wd <- getwd()
gitCommand <- paste("cd ", 
                    wd,
                    " \n git add . \n git commit --message '",
                    CommitMessage,
                    "' \n git push origin master \n",
                    sep = ""
                    )
system(command = gitCommand,
       intern = TRUE
)
```

---

## GitHub Yedekleme

```{r github push, echo=TRUE}
CommitMessage <- paste("updated on ", Sys.time(), sep = "")
wd <- getwd()
gitCommand <- paste("cd ", 
                    wd,
                    " \n git add . \n git commit --message '",
                    CommitMessage,
                    "' \n git push origin master \n",
                    sep = ""
                    )

system(command = gitCommand,
       intern = TRUE
)
```




---


# Her dökümanın sonuna kullandığınız kütüphaneler için atıf yazdırabilirsiniz


```
{r library citation, echo=TRUE}
citation()

```




---


# Libraries Used

```{r library citation, echo=TRUE}
citation()
```


---



# Her dökümanın sonuna oturum detaylarınızı yazdırabilirsiniz  


```
{r session info, echo=TRUE}
sessionInfo()
```




---



# Session Info


```{r session info, echo=TRUE}
sessionInfo()
```


---

# Sonraki Konular

- RStudio ile GitHub kullanımı
- ...


---

# Sunum Linkleri

https://sbalci.github.io/MyRCodesForDataAnalysis/R-Markdown.nb.html
https://sbalci.github.io/MyRCodesForDataAnalysis/R-Markdown.html

https://forms.gle/UqGJBiAjB8uLPRon8

---


# Geri Bildirim

- Geri bildirim için tıklayınız: _[Geri bildirim formu](https://goo.gl/forms/YjGZ5DHgtPlR1RnB3)_


---


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---

# İletişim  

Completed on `r Sys.Date()`.  

Serdar Balci, MD, Pathologist  
drserdarbalci@gmail.com  

https://rpubs.com/sbalci/CV   
https://sbalci.github.io/  
https://github.com/sbalci  
https://twitter.com/serdarbalci




